Projects

I offer services on projects related to web development, web design, and data science related projects such as computer vision and recommender systems.

Below are projects I have completed in these fields. If you have any specific projects you'd like to include, please let me know, and I can help incorporate them as well.

Data Science/AI Projects

E-commerce Image Search Recognition

• Developed and optimized an end-to-end search-by-image system, integrating LangChain and ChromaDB with OpenAI’s CLIP embeddings to deliver accurate and scalable e-commerce product search and recommendations

• Spearheaded the design of advanced similarity computation pipelines, enabling real-time visual search and recommendation functionalities

Report

Car Counting and Tracking System using YOLO and OpenCV

• Developed a real-time car counting system using YOLOv8 for object detection and OpenCV for video processing, which ONLY detects and counts cars, separating them from other vehicles like vans and trucks

• Integrated the SORT algorithm to track and count only cars, ensuring precise vehicle monitoring across multiple video frames, even in dense traffic

• Optimized the processing pipeline for GPU execution with PyTorch, reducing latency by 50% and ensuring smooth performance for real-time video analysis

Hand Detection Balloon Pop Game using OpenCV

• Developed a real-time interactive balloon pop game using OpenCV and Pygame, enabling hand detection using CvZone for accurate interaction with in-game objects

• Achieved 90% hand detection accuracy over 500 frames, optimizing responsive interaction between the user's hand and in-game objects

Job Recommendation System using BERT and HNSW Algorithm

• Developed a Content-Based job recommendation system using BERT embeddings to match user queries with relevant job postings based on semantic similarity

• Optimized the end-to-end data processing pipeline through PCA for dimensionality reduction and efficient cosine similarity calculations, ensuring scalability to handle over 100,000 job postings

• Implemented an HNSW algorithm for efficient nearest neighbor search, enabling quick retrieval of similar jobs from a large dataset

CNN-Based Tomato Leaf Disease Detection Using Deep Learning

• Utilized Convolutional Neural Networks (CNNs) and computer vision techniques to design and implement a system for classifying tomato leaf diseases

• Achieved a high training accuracy of 97.65% and a low loss of 0.0718 which consistently delivered high confidence scores across multiple classes

• Integrated a CNN model into a React frontend and FastAPI backend web application for real-time disease detection, deployed on GCP to ensure reliability for multiple users, including farmers and agricultural professionals

Report

Enhanced Diabetes Classification using Machine Learning

• Developed a machine learning model for the accurate classification of diabetes using Naive Bayes and K-Nearest Neighbours algorithms to process and analyze clinical data

• Achieved a model accuracy of 75.5% with a maximum AUC score of 0.822, showcasing the model's robustness in clinical data analysis and prediction within healthcare AI applications

Report

Auto- Gippity Agent

• Developed an autonomous GPT agent in Rust that writes, tests, and rewrites code, leveraging the OpenAI API and Actix Web

• Created special AI functions for extracting desired responses from large language models

Web Development/Design Projects

RuangBerubah Consulting Website

• Developing a website for the NGO “Ruang Berubah,” aimed at connecting small and medium enterprises with buyers

• Currently progressing towards a final product resembling a detailed and secure Facebook Marketplace for small businesses

Edufort Educational Privacy Portal

• Created a dynamic, responsive dashboard with real-time data visualization, updating every three months

• Designed and implemented front and backend of the data-leak register with a detailed form and dynamic table for managing data processing entries

• Managed routine database updates, conducted Database and Application testing and developed Symfony commands for automation

Personal Blog and Portfolio Website

• Crafted a comprehensive online presence that highlights my professional accomplishments and personal journey since relocating abroad

• This website showcases my personal blog, representing the latest version of my web development journey

• To view my original personal portfolio website from when I first started learning web development, please click the button below

Old Website

Desktop Delivery Platform Interface

• Developed a desktop application designed for a product distribution platform, with the primary objective of enhancing company visibility and market reach efficiently

• Incorporated extensive backend database design using SQL to organize user information, order details, and product catalog

FireChat: A Real-Time Messaging Application

• Developed a real-time chat application using Firebase, showcasing skills in full-stack development and cloud computing. The app features user authentication, instant messaging, and responsive design.

• Engineered a state management using React Hooks and Zustand, ensuring efficient data handling and real-time updates for a seamless user experience.